{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 生成数据\n",
    "import numpy as np\n",
    "import torch\n",
    "import os\n",
    "\n",
    "os.environ[\"KMP_DUPLICATE_LIB_OK\"] = \"TRUE\"\n",
    "num_inputs = 2\n",
    "num_examples = 1000\n",
    "true_w = [2, -3.4]\n",
    "true_b = 4.2\n",
    "features = torch.tensor(np.random.normal(0, 1, (num_examples, num_inputs)), dtype=torch.float)\n",
    "labels = true_w[0] * features[:, 0] + true_w[1] * features[:, 1] + true_b\n",
    "labels += torch.tensor(np.random.normal(0, 0.01, size=labels.size()), dtype=torch.float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 700x500 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"433.104688pt\" height=\"311.338974pt\" viewBox=\"0 0 433.104688 311.338974\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n <metadata>\n  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2022-10-13T15:52:44.972199</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.5.3, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 311.338974 \nL 433.104688 311.338974 \nL 433.104688 0 \nL 0 0 \nz\n\" style=\"fill: #ffffff\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 35.304688 287.460849 \nL 425.904688 287.460849 \nL 425.904688 10.260849 \nL 35.304688 10.260849 \nz\n\" style=\"fill: #ffffff\"/>\n   </g>\n   <g id=\"PathCollection_1\">\n    <defs>\n     <path id=\"m5307abbedf\" d=\"M 0 0.5 \nC 0.132602 0.5 0.25979 0.447317 0.353553 0.353553 \nC 0.447317 0.25979 0.5 0.132602 0.5 0 \nC 0.5 -0.132602 0.447317 -0.25979 0.353553 -0.353553 \nC 0.25979 -0.447317 0.132602 -0.5 0 -0.5 \nC -0.132602 -0.5 -0.25979 -0.447317 -0.353553 -0.353553 \nC -0.447317 -0.25979 -0.5 -0.132602 -0.5 0 \nC -0.5 0.132602 -0.447317 0.25979 -0.353553 0.353553 \nC -0.25979 0.447317 -0.132602 0.5 0 0.5 \nz\n\" style=\"stroke: #1f77b4\"/>\n    </defs>\n    <g clip-path=\"url(#p5c444ed4f7)\">\n     <use xlink:href=\"#m5307abbedf\" x=\"221.799461\" y=\"156.131793\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"304.095065\" y=\"150.896255\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"174.844184\" y=\"85.880974\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"209.412427\" y=\"145.805928\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"246.725384\" y=\"142.149182\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"256.315809\" y=\"144.885788\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"187.044533\" y=\"119.259931\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"230.912958\" y=\"139.514486\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"164.187401\" y=\"109.142551\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"255.955649\" y=\"173.282855\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"231.757442\" y=\"119.073058\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"220.606474\" y=\"137.69136\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"169.221528\" y=\"117.365861\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"220.33921\" y=\"140.059806\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"287.753738\" y=\"164.135127\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"301.472523\" y=\"199.98166\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"144.768648\" y=\"96.729267\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"263.608329\" y=\"217.71694\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"263.501797\" y=\"201.251718\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"130.018222\" y=\"91.972634\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"196.704239\" y=\"116.828981\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"259.286987\" y=\"160.041386\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"211.455419\" y=\"154.627969\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"180.446171\" y=\"100.135641\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"225.073854\" y=\"143.771564\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"239.38206\" y=\"166.233279\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"245.87369\" y=\"155.789423\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"241.635618\" y=\"125.684858\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"150.258465\" y=\"82.923392\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"207.826464\" y=\"141.962057\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"304.361863\" y=\"150.020306\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"299.823975\" y=\"156.491803\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"210.442031\" y=\"132.182971\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"221.018619\" y=\"152.566678\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"190.569183\" y=\"125.589616\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"130.443771\" y=\"96.165043\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"250.883637\" y=\"144.586311\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"296.131018\" y=\"173.61392\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"219.260779\" y=\"125.162567\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"161.995448\" y=\"116.588121\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"258.153079\" y=\"161.829218\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"351.080458\" y=\"244.718943\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"246.598834\" y=\"166.753705\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"228.610311\" y=\"151.462139\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"385.887621\" y=\"253.189706\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"284.794077\" y=\"152.238977\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"247.02889\" y=\"192.989739\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"121.938809\" y=\"71.045979\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"246.422933\" y=\"175.145032\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"225.828563\" y=\"115.11735\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"266.932188\" y=\"181.965438\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"249.985911\" y=\"167.946196\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"298.080739\" y=\"200.201496\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"206.262802\" y=\"119.656708\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"235.724077\" y=\"153.204505\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"181.853221\" y=\"98.448221\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"206.33943\" y=\"111.73799\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"273.089549\" y=\"192.669283\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"218.663359\" y=\"135.950144\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"175.78439\" y=\"114.814097\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"255.268389\" y=\"152.820494\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"208.439502\" y=\"117.690626\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"267.36482\" y=\"145.762265\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"262.771721\" y=\"182.150234\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"304.49126\" y=\"181.032792\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"244.444868\" y=\"163.710432\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"250.932861\" y=\"128.738304\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"264.948575\" y=\"153.613927\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"208.564187\" y=\"141.457626\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"212.990531\" y=\"179.297921\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"260.455738\" y=\"178.265349\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"305.636359\" y=\"185.686946\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"266.047723\" y=\"183.965628\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"228.009976\" y=\"161.149219\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"243.465334\" y=\"126.230021\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"282.747625\" y=\"168.805261\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"262.893996\" y=\"192.896834\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"286.691689\" y=\"168.796955\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"274.170334\" y=\"173.227673\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"408.150142\" y=\"274.860849\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"122.627466\" y=\"90.347096\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"153.921718\" y=\"131.153116\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"273.870274\" y=\"159.614829\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"158.131271\" y=\"77.617562\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"186.957015\" y=\"143.093891\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"144.978575\" y=\"111.676215\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"332.202123\" y=\"224.80342\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"314.296376\" y=\"213.33406\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"206.14381\" y=\"104.257464\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"294.250932\" y=\"174.982876\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"226.21762\" y=\"183.244454\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"233.360009\" y=\"130.969173\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"228.651318\" y=\"166.270278\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"266.288751\" y=\"178.565334\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"252.13115\" y=\"145.030215\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"157.300888\" y=\"127.005998\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"276.778787\" y=\"198.258276\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"207.414693\" y=\"160.715036\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"185.931339\" y=\"129.21472\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"201.528718\" y=\"128.349815\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"208.163713\" y=\"146.776731\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"181.919777\" y=\"116.855055\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"177.58872\" y=\"95.674422\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"240.46915\" y=\"157.878134\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"326.735273\" y=\"187.172632\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"304.662583\" y=\"218.303959\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"292.996205\" y=\"195.772804\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"256.473266\" y=\"160.105098\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"295.28971\" y=\"204.279372\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"337.784126\" y=\"234.53103\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"200.476218\" y=\"99.487422\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"203.614057\" y=\"122.845077\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"220.522828\" y=\"146.105813\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"242.918673\" y=\"168.50942\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"307.460549\" y=\"179.120656\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"197.146373\" y=\"123.20288\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"184.321953\" y=\"104.663595\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"138.612704\" y=\"100.302989\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"213.062594\" y=\"153.268608\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"209.595595\" y=\"144.468188\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"214.734456\" y=\"144.966648\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"242.562646\" y=\"140.165545\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"231.561848\" y=\"140.527646\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"268.269081\" y=\"148.444938\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"228.835482\" y=\"132.518652\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"226.687023\" y=\"146.482248\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"252.113041\" y=\"140.838408\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"325.543076\" y=\"184.978309\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"368.731638\" y=\"249.317669\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"236.431138\" y=\"153.740442\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"224.996993\" y=\"136.891136\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"229.138275\" y=\"161.857344\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"225.558314\" y=\"169.480964\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"206.07382\" y=\"126.105479\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"188.260168\" y=\"165.070617\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"269.671102\" y=\"185.668296\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"248.933384\" y=\"152.529996\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"180.290056\" y=\"86.425548\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"134.355858\" y=\"71.151157\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"273.842193\" y=\"163.364928\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"145.632783\" y=\"102.333825\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"264.125077\" y=\"157.941406\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"245.746394\" y=\"141.131654\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"186.513467\" y=\"106.573437\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"216.969677\" y=\"160.617983\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"209.121082\" y=\"159.445433\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"208.336405\" y=\"124.218299\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"197.955265\" y=\"140.224159\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"280.583369\" y=\"205.008094\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"188.240802\" y=\"144.251853\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"264.422258\" y=\"160.88182\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"209.815787\" y=\"128.306326\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"177.676023\" y=\"108.161234\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"164.892543\" y=\"120.470152\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"223.401959\" y=\"135.991425\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"194.970091\" y=\"111.872666\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"188.231302\" y=\"132.689862\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"268.736158\" y=\"146.532476\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"226.698628\" y=\"140.463873\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"256.172722\" y=\"148.132389\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"258.72893\" y=\"168.065079\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"311.303563\" y=\"177.959896\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"171.186348\" y=\"114.28977\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"339.005083\" y=\"207.539607\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"221.829833\" y=\"129.201182\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"176.56232\" y=\"97.161517\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"255.521302\" y=\"162.78849\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"186.21285\" y=\"111.805971\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"278.51372\" y=\"203.151028\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"272.922401\" y=\"130.914602\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"315.055294\" y=\"214.98005\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"278.075366\" y=\"171.230308\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"239.55338\" y=\"160.216575\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"130.02511\" y=\"102.616893\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"227.274002\" y=\"156.28182\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"152.841263\" y=\"89.117543\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"230.751587\" y=\"148.874819\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"177.743606\" y=\"129.977006\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"221.736724\" y=\"139.394176\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"269.538739\" y=\"160.918149\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"201.659231\" y=\"118.833018\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"288.105216\" y=\"192.273172\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"342.019525\" y=\"207.944755\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"238.036999\" y=\"123.128293\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"184.807924\" y=\"139.715627\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"261.04733\" y=\"190.172257\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"251.831625\" y=\"131.942156\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"208.801366\" y=\"128.640569\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"309.257378\" y=\"173.87582\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"231.936192\" y=\"152.8958\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"299.655525\" y=\"189.926461\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"187.070052\" y=\"125.998512\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"254.641363\" y=\"156.754457\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"254.27885\" y=\"189.436309\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"249.128244\" y=\"162.429311\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"213.468634\" y=\"116.00905\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"159.460585\" y=\"99.197225\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"274.916729\" y=\"193.139647\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"290.106823\" y=\"180.771544\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"190.820208\" y=\"115.598031\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"279.866494\" y=\"175.957616\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"229.331806\" y=\"125.958538\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"226.151459\" y=\"140.041336\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"269.4847\" y=\"191.21096\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"250.917404\" y=\"131.597454\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"258.315156\" y=\"167.624535\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"257.147159\" y=\"151.215106\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"180.121672\" y=\"112.492936\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"232.228236\" y=\"138.449401\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"197.03859\" y=\"124.632952\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"192.244873\" y=\"143.773146\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"186.982591\" y=\"141.176834\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"268.584138\" y=\"151.571412\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"179.370603\" y=\"150.496178\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"190.165096\" y=\"99.61098\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"294.625856\" y=\"193.353304\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"271.403069\" y=\"150.281306\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"297.983646\" y=\"183.593127\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"214.875049\" y=\"140.519812\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"337.522944\" y=\"191.072957\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"203.655821\" y=\"137.786783\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"352.218716\" y=\"247.207621\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"288.93463\" y=\"198.069668\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"169.316719\" y=\"73.368891\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"266.095064\" y=\"157.591052\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"296.656489\" y=\"192.084\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"210.987731\" y=\"114.120979\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"187.914703\" y=\"126.254797\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"267.967549\" y=\"186.177551\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"307.367205\" y=\"192.440922\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"119.758864\" y=\"79.360237\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"177.035955\" y=\"120.501889\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"276.918871\" y=\"182.944287\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"215.728346\" y=\"149.05505\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"144.047717\" y=\"86.606067\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"183.351745\" y=\"147.924151\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"249.06438\" y=\"134.315169\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"298.093995\" y=\"169.655565\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"178.628201\" y=\"162.703139\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"222.733201\" y=\"147.321004\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"237.942995\" y=\"121.854303\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"236.346926\" y=\"139.974373\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"321.69948\" y=\"222.552675\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"218.948147\" y=\"109.613646\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"178.923698\" y=\"122.745446\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"224.607416\" y=\"150.046246\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"202.989292\" y=\"140.505537\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"294.069123\" y=\"222.634528\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"195.083152\" y=\"113.241948\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"233.342011\" y=\"173.360205\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"235.868925\" y=\"155.554337\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"245.094681\" y=\"173.085357\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"200.909125\" y=\"149.78753\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"186.283553\" y=\"126.482663\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"201.365487\" y=\"133.001039\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"203.182649\" y=\"111.898274\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"149.81096\" y=\"123.102772\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"278.861144\" y=\"167.414613\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"296.182418\" y=\"175.234549\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"215.935455\" y=\"152.186478\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"213.67723\" y=\"155.938694\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"245.280141\" y=\"192.113102\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"244.385007\" y=\"142.530628\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"232.491212\" y=\"140.657748\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"202.060767\" y=\"119.949785\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"227.270119\" y=\"151.068532\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"206.953923\" y=\"139.900766\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"126.439194\" y=\"85.893584\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"172.446243\" y=\"144.334513\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"221.523591\" y=\"137.985027\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"210.32125\" y=\"122.978344\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"242.708701\" y=\"183.557831\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"252.837795\" y=\"185.738778\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"246.017528\" y=\"152.058942\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"259.907196\" y=\"164.481276\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"263.516398\" y=\"174.627\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"168.618605\" y=\"109.72658\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"219.881112\" y=\"144.082799\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"244.688824\" y=\"117.857805\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"131.187027\" y=\"73.046451\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"212.457689\" y=\"126.332459\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"204.733522\" y=\"135.711505\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"216.323812\" y=\"146.424458\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"204.207565\" y=\"162.327986\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"211.780249\" y=\"127.405209\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"230.567476\" y=\"139.762195\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"306.897084\" y=\"196.50663\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"172.495644\" y=\"77.173006\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"268.651429\" y=\"144.384036\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"309.947635\" y=\"163.198198\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"310.316912\" y=\"195.13501\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"153.039837\" y=\"126.487502\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"232.494157\" y=\"167.452349\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"162.746242\" y=\"62.551202\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"311.411653\" y=\"180.234148\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"314.302635\" y=\"217.258052\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"243.059948\" y=\"153.14549\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"247.359377\" y=\"163.543072\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"266.385966\" y=\"173.366342\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"244.693707\" y=\"178.62295\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"246.264147\" y=\"159.829561\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"144.241504\" y=\"81.457752\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"249.603382\" y=\"139.613598\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"217.458625\" y=\"159.78343\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"209.07346\" y=\"138.716388\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"238.804017\" y=\"169.362242\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"184.213791\" y=\"141.659044\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"199.368143\" y=\"143.961549\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"131.475927\" y=\"86.964864\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"241.102509\" y=\"132.498801\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"156.238893\" y=\"90.742859\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"222.485871\" y=\"144.532448\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"215.729767\" y=\"127.56673\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"216.919511\" y=\"141.598897\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"296.564824\" y=\"208.739249\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"233.879581\" y=\"165.261367\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"243.155992\" y=\"184.118416\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"205.59788\" y=\"125.822877\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"254.580222\" y=\"154.981503\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"260.849986\" y=\"143.833788\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"280.42792\" y=\"137.36681\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"167.899019\" y=\"96.618641\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"180.217702\" y=\"116.636107\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"272.491075\" y=\"190.449387\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"217.506814\" y=\"140.604574\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"191.416864\" y=\"154.671112\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"149.654948\" y=\"113.733302\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"234.27964\" y=\"173.022692\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"223.093845\" y=\"131.039523\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"183.186288\" y=\"102.084039\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"194.621921\" y=\"138.648341\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"229.1821\" y=\"175.012106\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"174.052308\" y=\"100.478967\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"185.525232\" y=\"127.850668\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"250.135521\" y=\"186.520445\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"183.693239\" y=\"123.576389\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"268.957471\" y=\"152.575557\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"152.228907\" y=\"57.916635\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"257.656942\" y=\"174.339556\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"186.07179\" y=\"123.516597\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"307.525883\" y=\"195.022244\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"303.438306\" y=\"190.173837\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"279.060341\" y=\"195.43422\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"253.761941\" y=\"172.425051\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"177.610113\" y=\"137.170494\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"149.373009\" y=\"99.604303\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"237.362486\" y=\"158.783872\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"164.718889\" y=\"112.295454\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"221.639976\" y=\"108.94399\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"118.86446\" y=\"65.138489\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"235.851996\" y=\"158.767666\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"203.995812\" y=\"110.445689\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"246.854619\" y=\"181.045604\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"186.013389\" y=\"139.131458\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"263.769228\" y=\"158.38274\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"240.620042\" y=\"155.418414\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"251.781735\" y=\"185.450036\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"272.110671\" y=\"158.830246\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"190.379491\" y=\"123.819936\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"198.148079\" y=\"109.836093\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"206.561118\" y=\"129.085994\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"166.80795\" y=\"119.613272\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"335.901545\" y=\"207.446444\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"254.40048\" y=\"137.609363\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"202.131227\" y=\"138.672771\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"194.355181\" y=\"119.575502\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"176.422483\" y=\"104.987289\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"218.355499\" y=\"142.890529\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"234.741629\" y=\"133.447841\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"256.554147\" y=\"149.770487\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"272.582474\" y=\"178.598182\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"127.891235\" y=\"110.910661\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"222.294585\" y=\"156.396598\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"224.78747\" y=\"143.801087\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"180.081559\" y=\"108.985349\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"165.586272\" y=\"133.745551\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"240.898845\" y=\"138.681306\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"248.485826\" y=\"160.773129\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"190.836502\" y=\"106.823726\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"261.185039\" y=\"158.343859\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"205.607711\" y=\"101.676606\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"209.705898\" y=\"118.8885\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"150.2182\" y=\"78.62292\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"200.732247\" y=\"113.53067\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"256.118093\" y=\"187.507536\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"168.949695\" y=\"115.706023\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"209.110029\" y=\"153.2686\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"190.592402\" y=\"171.993488\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"276.080427\" y=\"197.352172\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"244.847864\" y=\"160.993412\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"278.750876\" y=\"142.881471\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"218.062569\" y=\"111.253344\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"192.487019\" y=\"117.111946\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"237.080285\" y=\"147.624719\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"256.922144\" y=\"140.583206\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"230.356102\" y=\"127.969321\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"263.570125\" y=\"153.136502\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"198.358352\" y=\"134.204254\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"284.151622\" y=\"201.813442\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"218.95271\" y=\"125.895255\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"307.90483\" y=\"203.746887\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"283.115855\" y=\"180.371893\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"253.103098\" y=\"162.119734\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"232.307562\" y=\"137.613954\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"182.667593\" y=\"141.50628\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"283.113007\" y=\"184.605197\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"209.739251\" y=\"176.429612\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"209.480372\" y=\"148.50844\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"280.652672\" y=\"177.934677\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"228.895024\" y=\"155.163192\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"329.554632\" y=\"185.706278\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"286.022516\" y=\"192.433662\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"259.791194\" y=\"158.931115\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"208.571762\" y=\"140.706875\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"227.949426\" y=\"175.786281\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"289.424054\" y=\"135.276832\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"251.833605\" y=\"201.755584\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"166.969209\" y=\"115.492808\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"193.549234\" y=\"156.201429\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"190.433315\" y=\"115.897484\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"212.127898\" y=\"136.471005\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"287.836067\" y=\"188.973329\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"246.396459\" y=\"133.832621\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"164.870054\" y=\"143.338122\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"151.367388\" y=\"111.222922\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"188.692572\" y=\"118.045524\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"280.839177\" y=\"185.311985\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"243.614914\" y=\"123.402666\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"219.94603\" y=\"145.856205\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"224.529645\" y=\"135.71746\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"185.800221\" y=\"86.539941\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"221.569791\" y=\"139.975465\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"246.570534\" y=\"205.237371\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"173.385352\" y=\"77.14776\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"158.085318\" y=\"82.271275\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"232.700439\" y=\"136.895125\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"272.28014\" y=\"167.87388\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"154.602772\" y=\"105.339285\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"199.193143\" y=\"143.219901\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"208.300379\" y=\"116.441691\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"221.254224\" y=\"135.876109\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"285.363346\" y=\"153.079252\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"254.812391\" y=\"162.482528\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"166.496422\" y=\"119.75291\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"328.602945\" y=\"175.183455\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"273.122186\" y=\"155.381975\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"53.059233\" y=\"22.860849\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"226.339678\" y=\"136.67471\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"261.890342\" y=\"183.689218\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"284.39667\" y=\"160.748417\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"118.35574\" y=\"94.74804\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"161.331697\" y=\"100.139819\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"175.030265\" y=\"116.679291\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"193.15764\" y=\"122.850777\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"224.464815\" y=\"132.397443\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"262.746529\" y=\"195.860304\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"219.816635\" y=\"155.999882\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"228.366696\" y=\"96.450592\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"231.39509\" y=\"132.86469\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"185.956051\" y=\"116.594332\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"208.66435\" y=\"155.502302\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"173.663643\" y=\"116.411109\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"223.287918\" y=\"157.42058\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"248.088162\" y=\"174.125963\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"256.084526\" y=\"157.138491\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"267.764223\" y=\"103.978205\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"211.992233\" y=\"153.05884\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"263.948472\" y=\"169.676434\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"220.133243\" y=\"155.294798\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"269.677276\" y=\"160.265737\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"276.462167\" y=\"165.511334\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"265.320722\" y=\"141.817552\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"139.437654\" y=\"103.068084\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"149.70384\" y=\"112.029242\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"173.063022\" y=\"77.595877\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"293.393667\" y=\"162.803689\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"261.084629\" y=\"162.919394\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"256.781689\" y=\"151.025951\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"260.38875\" y=\"137.711005\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"180.869242\" y=\"137.094539\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"200.955536\" y=\"135.247935\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"173.440412\" y=\"137.951255\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"268.475294\" y=\"161.547592\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"236.253871\" y=\"185.071302\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"230.759226\" y=\"155.08048\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"314.378196\" y=\"178.075941\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"96.646917\" y=\"95.426326\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"162.941301\" y=\"118.514513\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"380.140578\" y=\"235.371674\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"282.42392\" y=\"173.977712\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"254.300598\" y=\"153.171098\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"289.40045\" y=\"180.129995\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"200.849876\" y=\"136.716365\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"223.817512\" y=\"141.077421\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"275.455408\" y=\"162.668693\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"214.031346\" y=\"135.355833\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"222.882841\" y=\"143.703537\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"241.376192\" y=\"146.54999\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"264.574278\" y=\"163.759228\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"318.979923\" y=\"196.131493\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"264.205516\" y=\"131.625794\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"211.011172\" y=\"159.350046\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"301.544207\" y=\"213.490133\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"255.225805\" y=\"173.922864\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"200.811553\" y=\"124.358897\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"290.556042\" y=\"176.682771\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"203.762856\" y=\"160.716044\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"252.802518\" y=\"187.205315\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"288.497552\" y=\"174.885453\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"266.534975\" y=\"171.469887\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"158.007163\" y=\"100.243431\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"230.404542\" y=\"148.144628\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"230.289978\" y=\"108.225614\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"287.596472\" y=\"152.810348\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"325.506149\" y=\"191.33921\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"285.075724\" y=\"180.15189\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"280.708768\" y=\"191.891124\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"294.984629\" y=\"173.666613\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"237.494855\" y=\"172.514935\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"170.506457\" y=\"103.179221\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"225.827387\" y=\"136.484712\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"308.403639\" y=\"201.411741\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"242.952356\" y=\"149.968422\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"278.843211\" y=\"159.156397\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"302.406883\" y=\"210.132733\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"230.42182\" y=\"151.58782\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"202.451697\" y=\"157.805875\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"151.285744\" y=\"92.205647\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"268.354506\" y=\"158.931768\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"226.646716\" y=\"161.895742\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"197.712685\" y=\"122.375807\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"201.101928\" y=\"128.824615\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"287.230944\" y=\"161.511475\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"295.397297\" y=\"178.602246\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"145.887513\" y=\"90.462709\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"206.590978\" y=\"130.007736\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"219.588898\" y=\"130.796187\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"305.178512\" y=\"173.467842\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"246.375186\" y=\"115.563974\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"269.475213\" y=\"176.048322\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"208.100415\" y=\"124.592916\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"315.903272\" y=\"213.717481\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"339.404181\" y=\"174.643482\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"184.893888\" y=\"120.64728\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"181.378341\" y=\"85.39796\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"272.145296\" y=\"162.991129\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"235.121337\" y=\"151.817862\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"258.447682\" y=\"138.842188\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"168.712257\" y=\"97.433697\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"210.621731\" y=\"158.598823\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"218.77308\" y=\"126.597835\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"198.178011\" y=\"117.028918\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"214.323403\" y=\"165.445708\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"78.47805\" y=\"56.01384\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"175.239265\" y=\"100.892985\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"307.264732\" y=\"208.338741\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"173.76402\" y=\"132.46092\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"186.916063\" y=\"121.637337\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"205.330547\" y=\"114.763095\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"345.0808\" y=\"225.244448\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"212.889083\" y=\"132.531815\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"266.970993\" y=\"167.851619\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"236.427547\" y=\"166.170735\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"205.808021\" y=\"137.278627\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"274.372242\" y=\"167.070278\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"264.238822\" y=\"147.131205\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"222.029238\" y=\"147.826886\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"191.84915\" y=\"133.957646\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"203.678065\" y=\"150.711924\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"218.431813\" y=\"153.627456\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"197.629969\" y=\"117.507197\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"212.080407\" y=\"151.930499\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"253.503286\" y=\"175.115509\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"284.311233\" y=\"206.667772\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"273.47251\" y=\"190.973365\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"265.777335\" y=\"187.949967\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"292.181058\" y=\"157.928406\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"248.462099\" y=\"159.194814\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"95.155666\" y=\"51.878244\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"261.141794\" y=\"159.426607\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"239.403265\" y=\"144.128229\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"184.087814\" y=\"101.459179\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"217.363372\" y=\"156.036386\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"224.626428\" y=\"152.555742\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"290.73358\" y=\"214.19841\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"198.104746\" y=\"110.213723\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"180.310016\" y=\"142.858348\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"234.133648\" y=\"123.73273\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"204.023893\" y=\"115.969829\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"199.620119\" y=\"119.211389\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"271.335229\" y=\"153.48385\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"189.061341\" y=\"144.658075\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"179.876876\" y=\"109.76826\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"242.489431\" y=\"156.062481\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"272.70753\" y=\"198.665128\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"282.861731\" y=\"174.373675\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"152.839355\" y=\"91.652699\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"297.397262\" y=\"184.726648\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"240.478673\" y=\"132.109043\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"233.243007\" y=\"161.607041\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"193.46403\" y=\"111.497608\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"158.475164\" y=\"115.948346\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"238.721358\" y=\"156.321473\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"299.244237\" y=\"178.370981\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"195.949332\" y=\"111.081834\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"236.07185\" y=\"149.937386\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"148.530866\" y=\"150.554438\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"232.284882\" y=\"163.789613\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"253.959288\" y=\"161.727355\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"197.936353\" y=\"131.748788\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"202.112431\" y=\"161.525134\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"131.568277\" y=\"82.121408\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"263.969767\" y=\"175.199887\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"205.496509\" y=\"132.216603\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"275.417315\" y=\"149.275679\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"196.138645\" y=\"121.991106\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"286.794975\" y=\"173.801224\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"261.160966\" y=\"186.095837\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"205.137899\" y=\"152.191887\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"208.735242\" y=\"142.053034\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"283.039033\" y=\"155.416477\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"287.685053\" y=\"162.921022\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"207.828898\" y=\"129.936594\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"258.080592\" y=\"169.857593\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"286.271321\" y=\"182.848493\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"194.11053\" y=\"129.736648\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"95.400393\" y=\"63.367082\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"280.869158\" y=\"186.716423\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"138.651927\" y=\"102.062404\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"235.842549\" y=\"142.606777\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"271.475508\" y=\"195.169107\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"172.07751\" y=\"136.168049\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"236.467957\" y=\"133.612127\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"309.47947\" y=\"204.917103\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"201.353964\" y=\"107.043997\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"197.700081\" y=\"139.559418\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"195.510506\" y=\"122.841034\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"253.531475\" y=\"153.588152\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"278.654698\" y=\"185.919314\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"179.308982\" y=\"111.499833\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"298.418858\" y=\"163.555161\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"254.438162\" y=\"173.025477\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"185.022331\" y=\"92.590481\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"296.006655\" y=\"185.700034\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"147.654226\" y=\"115.218959\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"164.982494\" y=\"117.415033\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"296.217085\" y=\"178.590155\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"266.937423\" y=\"171.147236\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"236.979303\" y=\"155.626695\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"226.552458\" y=\"164.917206\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"297.456926\" y=\"181.377201\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"166.048644\" y=\"110.079747\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"249.569864\" y=\"177.695665\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"147.937176\" y=\"116.754031\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"163.191178\" y=\"81.702263\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"255.362176\" y=\"185.766655\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"149.282277\" y=\"99.610848\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"263.137617\" y=\"164.477688\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"239.50907\" y=\"149.435294\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"227.518248\" y=\"137.848698\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"234.615696\" y=\"143.316771\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"206.369686\" y=\"140.370502\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"282.767794\" y=\"149.120509\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"278.458863\" y=\"183.362397\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"191.960269\" y=\"127.514731\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"137.568098\" y=\"76.455907\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"220.346581\" y=\"132.657903\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"302.786417\" y=\"192.082121\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"205.258639\" y=\"130.544456\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"273.607311\" y=\"191.586514\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"200.802044\" y=\"115.033445\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"206.007275\" y=\"131.746274\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"157.41772\" y=\"74.363099\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"224.839954\" y=\"132.415671\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"224.866235\" y=\"152.32186\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"203.292347\" y=\"132.992163\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"262.417825\" y=\"152.980424\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"251.081706\" y=\"174.446903\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"244.862853\" y=\"150.543381\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"251.333839\" y=\"144.219742\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"216.949737\" y=\"159.022988\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"240.149708\" y=\"120.982574\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"178.562927\" y=\"82.602773\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"300.723159\" y=\"165.883573\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"267.318857\" y=\"200.934677\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"186.824031\" y=\"109.867891\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"321.650333\" y=\"204.861373\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"265.750342\" y=\"152.159265\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"362.565504\" y=\"210.225076\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"263.255192\" y=\"164.403043\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"197.118544\" y=\"137.845356\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"207.463124\" y=\"116.100228\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"171.16647\" y=\"113.010814\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"265.424416\" y=\"149.471166\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"186.972234\" y=\"131.859298\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"231.67023\" y=\"186.169\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"259.969438\" y=\"163.113164\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"211.496916\" y=\"153.084842\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"121.116222\" y=\"83.883897\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"170.874632\" y=\"109.795558\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"157.261962\" y=\"103.679386\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"219.852939\" y=\"120.872373\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"213.469114\" y=\"133.110318\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"257.603558\" y=\"119.764849\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"269.434775\" y=\"152.764005\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"242.115642\" y=\"122.033326\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"314.601743\" y=\"224.759506\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"335.896783\" y=\"188.744699\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"273.254074\" y=\"156.663973\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"283.95134\" y=\"190.740291\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"195.698862\" y=\"120.016283\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"242.075441\" y=\"175.078631\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"304.053564\" y=\"216.752275\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"166.91075\" y=\"84.62034\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"245.84408\" y=\"147.935818\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"139.530621\" y=\"103.25607\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"318.119131\" y=\"190.911982\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"260.535486\" y=\"178.157224\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"274.117973\" y=\"162.067978\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"321.639955\" y=\"216.584775\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"266.365043\" y=\"196.735179\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"166.68349\" y=\"120.449065\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"247.116756\" y=\"149.884577\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"151.176176\" y=\"125.309441\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"162.040814\" y=\"88.991035\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"278.935258\" y=\"179.742393\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"257.956387\" y=\"155.049667\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"267.366374\" y=\"189.94766\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"235.255454\" y=\"164.8978\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"228.813968\" y=\"159.019028\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"227.63691\" y=\"159.869754\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"187.710029\" y=\"137.715942\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"283.415611\" y=\"179.750918\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"206.617272\" y=\"165.61666\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"255.938613\" y=\"170.623356\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"175.547963\" y=\"131.305567\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"182.466032\" y=\"96.601003\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"299.679086\" y=\"195.818264\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"212.670656\" y=\"115.187767\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"251.824479\" y=\"155.800946\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"230.771468\" y=\"186.33279\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"230.643642\" y=\"138.874011\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"265.045084\" y=\"149.646144\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"271.620181\" y=\"206.402881\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"224.547367\" y=\"135.947173\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"203.277128\" y=\"135.409036\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"214.784779\" y=\"134.75255\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"221.069323\" y=\"125.031414\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"233.612596\" y=\"162.537798\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"215.122657\" y=\"118.646845\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"216.690101\" y=\"128.742771\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"283.875712\" y=\"200.192517\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"230.061792\" y=\"146.913868\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"217.540992\" y=\"160.301879\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"230.628012\" y=\"136.073347\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"134.38918\" y=\"99.531764\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"171.398983\" y=\"98.763581\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"257.481915\" y=\"181.203086\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"264.092831\" y=\"190.067521\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"211.588323\" y=\"143.987532\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"175.779392\" y=\"96.04442\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"156.481803\" y=\"131.737714\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"278.113123\" y=\"183.504492\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"224.096871\" y=\"130.186591\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"231.560909\" y=\"146.269877\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"350.877353\" y=\"207.135107\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"241.569076\" y=\"166.028004\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"163.658651\" y=\"128.022792\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"233.049614\" y=\"163.478289\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"331.802007\" y=\"166.072162\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"188.429827\" y=\"109.083999\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"223.734048\" y=\"174.260898\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"235.229053\" y=\"155.24305\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"272.308378\" y=\"176.583196\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"242.572202\" y=\"156.727097\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"117.868273\" y=\"115.027836\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"216.014012\" y=\"135.108049\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"183.684733\" y=\"132.126751\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"204.592286\" y=\"134.311213\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"184.246065\" y=\"117.737845\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"276.595523\" y=\"173.601111\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"130.819858\" y=\"48.556253\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"208.713613\" y=\"133.462252\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"239.981531\" y=\"142.444704\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"237.336969\" y=\"136.19076\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"186.012598\" y=\"106.054101\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"235.139253\" y=\"154.139505\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"211.784293\" y=\"123.517025\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"316.79169\" y=\"183.518628\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"265.321124\" y=\"176.941809\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"196.10347\" y=\"175.335674\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"204.56867\" y=\"108.853598\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"206.030567\" y=\"122.937743\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"225.443196\" y=\"102.68972\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"207.08896\" y=\"134.227716\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"159.161689\" y=\"58.036879\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"287.498621\" y=\"160.516975\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"230.579243\" y=\"127.936266\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"353.19016\" y=\"228.806235\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"242.872476\" y=\"176.552118\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"254.407022\" y=\"158.574338\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"258.863671\" y=\"159.762355\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"131.950846\" y=\"81.416962\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"222.981764\" y=\"150.624846\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"236.515812\" y=\"145.557126\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"186.57294\" y=\"101.817101\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"335.395648\" y=\"189.193108\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"315.088646\" y=\"210.942838\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"171.399067\" y=\"91.080143\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"195.101164\" y=\"107.512801\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"308.291126\" y=\"233.55606\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"307.053042\" y=\"160.580712\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"278.506222\" y=\"192.049631\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"253.311781\" y=\"147.86585\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"313.688951\" y=\"193.822322\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"259.654169\" y=\"186.742248\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"287.423901\" y=\"196.182813\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"215.037973\" y=\"145.550158\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"286.137912\" y=\"183.773086\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"135.628518\" y=\"102.108749\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"276.654169\" y=\"199.09483\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"212.929135\" y=\"158.935791\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"194.678914\" y=\"104.391102\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"199.547608\" y=\"119.707895\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"266.233389\" y=\"146.10618\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"257.259602\" y=\"164.739009\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"281.272617\" y=\"149.122796\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"167.149643\" y=\"100.965055\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"223.22803\" y=\"172.05084\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"211.835066\" y=\"147.213609\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"228.144727\" y=\"157.528414\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"233.905576\" y=\"141.075703\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"167.929002\" y=\"97.77854\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"218.567357\" y=\"140.416588\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"223.240851\" y=\"116.686211\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"229.358739\" y=\"110.246246\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"316.064143\" y=\"220.858892\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"202.072941\" y=\"130.105368\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"307.023476\" y=\"205.35778\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"175.35208\" y=\"99.523135\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"185.694764\" y=\"100.373607\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"219.229189\" y=\"131.849733\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"215.994548\" y=\"159.658638\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"245.986192\" y=\"146.945695\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"267.251559\" y=\"193.766638\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"224.672504\" y=\"118.216263\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"134.140715\" y=\"80.892556\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"294.198544\" y=\"181.067835\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"255.685531\" y=\"173.087852\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"165.80585\" y=\"132.755634\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"314.86181\" y=\"203.925271\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"165.771341\" y=\"94.582068\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"334.676213\" y=\"212.151901\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"123.448332\" y=\"82.573308\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"310.269117\" y=\"167.512621\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"277.395263\" y=\"183.986485\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"287.491769\" y=\"182.451093\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"226.417638\" y=\"134.33558\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"325.082212\" y=\"191.248046\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"246.071675\" y=\"155.927178\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"89.531829\" y=\"75.520376\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"248.015633\" y=\"131.890383\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"163.568143\" y=\"95.480914\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"218.743895\" y=\"167.523341\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"158.889408\" y=\"109.535321\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"192.041949\" y=\"94.83253\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"273.609159\" y=\"175.278053\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"265.583406\" y=\"180.644937\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"217.135622\" y=\"144.206826\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"189.397351\" y=\"122.417067\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"190.505632\" y=\"102.373247\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"157.665682\" y=\"96.188888\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"193.378084\" y=\"115.290134\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"266.51739\" y=\"144.90749\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"170.521645\" y=\"99.64741\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"160.36324\" y=\"120.754275\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"151.490836\" y=\"89.767897\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"286.886682\" y=\"180.125051\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"233.916052\" y=\"148.011992\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"233.587929\" y=\"156.899232\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"277.597635\" y=\"145.283038\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"241.937832\" y=\"157.210533\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"242.373979\" y=\"163.785469\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"244.960852\" y=\"151.955233\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"263.234987\" y=\"166.756265\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"214.058361\" y=\"157.271752\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"173.319478\" y=\"120.262051\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"249.133484\" y=\"182.874144\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"275.512982\" y=\"150.568991\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"253.770446\" y=\"160.223106\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"220.745094\" y=\"162.684192\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"274.736125\" y=\"163.682434\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"211.898321\" y=\"119.401148\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"167.847079\" y=\"123.343656\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"240.909717\" y=\"162.363961\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"190.306068\" y=\"146.013485\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"197.181485\" y=\"119.020172\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"215.087132\" y=\"139.693757\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"221.592269\" y=\"148.720568\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"219.501899\" y=\"137.337266\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"221.713286\" y=\"148.612649\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"233.597793\" y=\"171.017182\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"245.611921\" y=\"167.045866\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"99.022963\" y=\"83.072006\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"199.423905\" y=\"141.40003\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"248.240264\" y=\"142.642948\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"201.86571\" y=\"110.226226\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"215.402487\" y=\"140.379127\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"240.083495\" y=\"148.481084\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"239.145686\" y=\"165.36544\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"165.604417\" y=\"92.012378\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"176.958364\" y=\"87.933627\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"208.5465\" y=\"150.861745\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"282.075035\" y=\"173.115337\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"277.165037\" y=\"155.299721\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"208.03437\" y=\"153.019037\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"226.858785\" y=\"171.003069\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"133.413786\" y=\"65.358974\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"290.993181\" y=\"196.759109\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"219.405102\" y=\"122.451248\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"333.237344\" y=\"191.008777\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"218.980158\" y=\"132.220205\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"313.590913\" y=\"220.850836\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"276.748585\" y=\"163.964803\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"194.304941\" y=\"132.877782\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"330.800659\" y=\"220.456985\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"252.434638\" y=\"170.307806\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"187.730495\" y=\"115.58704\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"261.056778\" y=\"195.482015\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"217.048752\" y=\"108.632388\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"250.124407\" y=\"139.362106\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"272.286104\" y=\"156.120598\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"282.257505\" y=\"147.251976\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"261.351224\" y=\"158.083931\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"236.281785\" y=\"148.001656\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"177.687207\" y=\"131.095957\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"251.856361\" y=\"170.319234\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"205.654157\" y=\"154.027975\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"158.787825\" y=\"98.57168\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"250.014595\" y=\"187.09048\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"265.591173\" y=\"171.232165\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"243.15702\" y=\"176.794325\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"252.14866\" y=\"180.607451\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"221.653661\" y=\"136.268661\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"97.320295\" y=\"39.322395\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"249.076241\" y=\"152.231843\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"149.505539\" y=\"91.021484\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"196.838868\" y=\"120.227467\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"185.717719\" y=\"157.926029\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"195.963585\" y=\"115.830187\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"265.865481\" y=\"153.607677\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"202.914924\" y=\"125.81918\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"243.660383\" y=\"150.084032\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"349.652991\" y=\"206.474416\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"275.112276\" y=\"197.733704\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"201.474964\" y=\"150.151051\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"246.007813\" y=\"152.977206\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"310.636831\" y=\"188.753473\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"196.247162\" y=\"140.486666\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"206.954464\" y=\"102.953403\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"200.36389\" y=\"130.382044\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"242.110067\" y=\"144.128514\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"275.360047\" y=\"184.264173\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"295.903363\" y=\"206.750616\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"174.065376\" y=\"111.05386\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"328.145382\" y=\"201.198142\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"279.294109\" y=\"191.245968\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"212.353163\" y=\"174.448237\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"270.50971\" y=\"193.923159\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"285.286809\" y=\"188.263185\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"206.647339\" y=\"155.604459\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"220.274476\" y=\"144.693013\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"276.469488\" y=\"193.773238\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"176.022035\" y=\"115.172152\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"261.619927\" y=\"202.207448\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"279.203267\" y=\"186.540352\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"326.45159\" y=\"218.797255\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"327.707874\" y=\"182.62854\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"290.262181\" y=\"155.455646\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"312.991497\" y=\"186.937218\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"178.096071\" y=\"141.355783\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"289.529502\" y=\"194.662822\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"229.62852\" y=\"131.339982\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"206.813463\" y=\"138.891245\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"172.264754\" y=\"97.240922\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"309.225741\" y=\"194.16707\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"241.057968\" y=\"126.832554\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"166.978436\" y=\"104.312596\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"275.144616\" y=\"180.514572\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"316.880205\" y=\"211.87647\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"152.491991\" y=\"106.595262\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"222.206722\" y=\"164.208723\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"257.226226\" y=\"149.416381\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"230.553334\" y=\"117.932202\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"242.932716\" y=\"158.756669\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"230.362976\" y=\"152.093143\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"292.524757\" y=\"169.179222\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"234.582017\" y=\"113.422302\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"267.47748\" y=\"152.835231\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n     <use xlink:href=\"#m5307abbedf\" x=\"145.359309\" y=\"100.764268\" style=\"fill: #1f77b4; stroke: #1f77b4\"/>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <defs>\n       <path id=\"m4768722023\" d=\"M 0 0 \nL 0 3.5 \n\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#m4768722023\" x=\"78.390166\" y=\"287.460849\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_1\">\n      <!-- −3 -->\n      <g transform=\"translate(71.019072 302.059286)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \nL 4684 2272 \nL 4684 1741 \nL 678 1741 \nL 678 2272 \nz\n\" transform=\"scale(0.015625)\"/>\n        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \nQ 3050 2419 3304 2112 \nQ 3559 1806 3559 1356 \nQ 3559 666 3084 287 \nQ 2609 -91 1734 -91 \nQ 1441 -91 1130 -33 \nQ 819 25 488 141 \nL 488 750 \nQ 750 597 1062 519 \nQ 1375 441 1716 441 \nQ 2309 441 2620 675 \nQ 2931 909 2931 1356 \nQ 2931 1769 2642 2001 \nQ 2353 2234 1838 2234 \nL 1294 2234 \nL 1294 2753 \nL 1863 2753 \nQ 2328 2753 2575 2939 \nQ 2822 3125 2822 3475 \nQ 2822 3834 2567 4026 \nQ 2313 4219 1838 4219 \nQ 1578 4219 1281 4162 \nQ 984 4106 628 3988 \nL 628 4550 \nQ 988 4650 1302 4700 \nQ 1616 4750 1894 4750 \nQ 2613 4750 3031 4423 \nQ 3450 4097 3450 3541 \nQ 3450 3153 3228 2886 \nQ 3006 2619 2597 2516 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use xlink:href=\"#DejaVuSans-33\" x=\"83.789062\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <g>\n       <use xlink:href=\"#m4768722023\" x=\"129.212532\" y=\"287.460849\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_2\">\n      <!-- −2 -->\n      <g transform=\"translate(121.841439 302.059286)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use xlink:href=\"#DejaVuSans-32\" x=\"83.789062\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <g>\n       <use xlink:href=\"#m4768722023\" x=\"180.034899\" y=\"287.460849\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_3\">\n      <!-- −1 -->\n      <g transform=\"translate(172.663806 302.059286)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-31\" d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <g>\n       <use xlink:href=\"#m4768722023\" x=\"230.857266\" y=\"287.460849\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_4\">\n      <!-- 0 -->\n      <g transform=\"translate(227.676016 302.059286)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_5\">\n     <g id=\"line2d_5\">\n      <g>\n       <use xlink:href=\"#m4768722023\" x=\"281.679633\" y=\"287.460849\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_5\">\n      <!-- 1 -->\n      <g transform=\"translate(278.498383 302.059286)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_6\">\n     <g id=\"line2d_6\">\n      <g>\n       <use xlink:href=\"#m4768722023\" x=\"332.502\" y=\"287.460849\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_6\">\n      <!-- 2 -->\n      <g transform=\"translate(329.32075 302.059286)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_7\">\n     <g id=\"line2d_7\">\n      <g>\n       <use xlink:href=\"#m4768722023\" x=\"383.324367\" y=\"287.460849\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_7\">\n      <!-- 3 -->\n      <g transform=\"translate(380.143117 302.059286)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-33\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_8\">\n      <defs>\n       <path id=\"m0333975743\" d=\"M 0 0 \nL -3.5 0 \n\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </defs>\n      <g>\n       <use xlink:href=\"#m0333975743\" x=\"35.304688\" y=\"270.274243\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_8\">\n      <!-- −10 -->\n      <g transform=\"translate(7.2 274.073462)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"147.412109\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_9\">\n      <g>\n       <use xlink:href=\"#m0333975743\" x=\"35.304688\" y=\"227.061739\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_9\">\n      <!-- −5 -->\n      <g transform=\"translate(13.5625 230.860958)scale(0.1 -0.1)\">\n       <defs>\n        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" transform=\"scale(0.015625)\"/>\n       </defs>\n       <use xlink:href=\"#DejaVuSans-2212\"/>\n       <use xlink:href=\"#DejaVuSans-35\" x=\"83.789062\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_10\">\n      <g>\n       <use xlink:href=\"#m0333975743\" x=\"35.304688\" y=\"183.849235\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_10\">\n      <!-- 0 -->\n      <g transform=\"translate(21.942187 187.648454)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-30\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_11\">\n      <g>\n       <use xlink:href=\"#m0333975743\" x=\"35.304688\" y=\"140.636731\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_11\">\n      <!-- 5 -->\n      <g transform=\"translate(21.942187 144.43595)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-35\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_12\">\n      <g>\n       <use xlink:href=\"#m0333975743\" x=\"35.304688\" y=\"97.424227\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_12\">\n      <!-- 10 -->\n      <g transform=\"translate(15.579687 101.223446)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_13\">\n      <g>\n       <use xlink:href=\"#m0333975743\" x=\"35.304688\" y=\"54.211723\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_13\">\n      <!-- 15 -->\n      <g transform=\"translate(15.579687 58.010942)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-31\"/>\n       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_14\">\n      <g>\n       <use xlink:href=\"#m0333975743\" x=\"35.304688\" y=\"10.999219\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n      </g>\n     </g>\n     <g id=\"text_14\">\n      <!-- 20 -->\n      <g transform=\"translate(15.579687 14.798438)scale(0.1 -0.1)\">\n       <use xlink:href=\"#DejaVuSans-32\"/>\n       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n      </g>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path d=\"M 35.304688 287.460849 \nL 35.304688 10.260849 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path d=\"M 425.904688 287.460849 \nL 425.904688 10.260849 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path d=\"M 35.304687 287.460849 \nL 425.904688 287.460849 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path d=\"M 35.304687 10.260849 \nL 425.904688 10.260849 \n\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p5c444ed4f7\">\n   <rect x=\"35.304688\" y=\"10.260849\" width=\"390.6\" height=\"277.2\"/>\n  </clipPath>\n </defs>\n</svg>\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib_inline\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython import display\n",
    "import random\n",
    "\n",
    "\n",
    "def use_svg_display():\n",
    "    #display.set_matplotlib_formats('svg')\n",
    "    matplotlib_inline.backend_inline.set_matplotlib_formats('svg')\n",
    "\n",
    "\n",
    "def set_figsize(figsize=(7, 5)):\n",
    "    use_svg_display()\n",
    "    plt.rcParams['figure.figsize'] = figsize\n",
    "\n",
    "\n",
    "set_figsize()\n",
    "plt.scatter(features[:, 1].numpy(), labels.numpy(), 1)\n",
    "fig=plt.gcf()\n",
    "fig.savefig('./1.svg')"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "outputs": [],
   "source": [
    "num_inputs = 2\n",
    "\n",
    "\n",
    "def data_iter(batch_size, features, labels):\n",
    "    num_examples = len(features)\n",
    "    indices = list(range(num_examples))\n",
    "    random.shuffle(indices)\n",
    "    for i in range(0, num_examples, batch_size):\n",
    "        j = torch.LongTensor(indices[i:min(i + batch_size, num_examples)])\n",
    "        yield features.index_select(0, j), labels.index_select(0, j)\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "outputs": [],
   "source": [
    "w = torch.tensor(np.random.normal(0, 0.01, (num_inputs, 1)), dtype=torch.float32)\n",
    "b = torch.zeros(1, dtype=torch.float32)\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "outputs": [
    {
     "data": {
      "text/plain": "tensor([0.], requires_grad=True)"
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w.requires_grad_(requires_grad=True)\n",
    "b.requires_grad_(requires_grad=True)\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "outputs": [],
   "source": [
    "def linreg(X, w, b):\n",
    "    return torch.mm(X, w) + b"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "outputs": [],
   "source": [
    "def squared_loss(y_hat,y):\n",
    "    return (y_hat-y.view(y_hat.size()))**2/2\n",
    "def sgd(params,lr,batch_size):\n",
    "    for param in params:\n",
    "        param.data-=lr*param.grad/batch_size    # 更改param：用param.data"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch 1,loss 0.000047\n",
      "epoch 2,loss 0.000046\n",
      "epoch 3,loss 0.000047\n"
     ]
    }
   ],
   "source": [
    "lr = 0.03\n",
    "num_epochs=3\n",
    "net=linreg\n",
    "loss=squared_loss\n",
    "batch_size = 3\n",
    "for epoch in range(num_epochs):\n",
    "    for X,y in data_iter(batch_size,features,labels):\n",
    "        l = loss(net(X,w,b),y).sum()\n",
    "        l.backward()\n",
    "        sgd([w,b],lr,batch_size)\n",
    "        w.grad.data.zero_()\n",
    "        b.grad.data.zero_()\n",
    "    train_l=loss(net(features,w,b),labels)\n",
    "    print('epoch %d,loss %f'%(epoch+1,train_l.mean().item()))"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2, -3.4] \n",
      " tensor([[ 2.0003],\n",
      "        [-3.3994]], requires_grad=True)\n",
      "4.2 \n",
      " tensor([4.2008], requires_grad=True)\n"
     ]
    }
   ],
   "source": [
    "print(true_w,'\\n',w)\n",
    "print(true_b,'\\n',b)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "outputs": [],
   "source": [
    "lr=0.03\n",
    "import torch.utils.data as Data\n",
    "batch_size=10\n",
    "dataset=Data.TensorDataset(features,labels)\n",
    "\n",
    "data_iter=Data.DataLoader(\n",
    "    dataset=dataset,\n",
    "    batch_size=batch_size,\n",
    "    shuffle=True,\n",
    "    num_workers=2\n",
    ")"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "outputs": [],
   "source": [
    "from torch import nn\n",
    "\n",
    "\n",
    "class LinearNet(nn.Module):\n",
    "    def __init__(self, n_feature):\n",
    "        super(LinearNet,self).__init__()\n",
    "        self.linear = nn.Linear(n_feature,1)\n",
    "\n",
    "    def forward(self,x):\n",
    "        y=self.linear(x)\n",
    "        return y\n",
    "\n",
    "net = LinearNet(num_inputs)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "outputs": [
    {
     "data": {
      "text/plain": "Parameter containing:\ntensor([0.], requires_grad=True)"
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from torch.nn import init\n",
    "\n",
    "init.normal_(net.linear.weight,mean=0,std=0.01)\n",
    "init.constant_(net.linear.bias,val=0)\n"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "outputs": [],
   "source": [
    "loss=nn.MSELoss()\n",
    "\n",
    "import torch.optim as optim\n",
    "optimizer = optim.SGD(net.parameters(),lr=0.03)\n",
    "\n",
    "optimizer=optim.SGD(\n",
    "    [\n",
    "        {'params':net.linear.parameters()}\n",
    "        # {'params':net.subnet2.parameters()}\n",
    "\n",
    "    ],lr=0.03\n",
    ")"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch 1,loss 0.000180\n",
      "epoch 2,loss 0.000049\n",
      "epoch 3,loss 0.000061\n",
      "epoch 4,loss 0.000098\n",
      "epoch 5,loss 0.000031\n"
     ]
    }
   ],
   "source": [
    "num_epochs=5\n",
    "for epoch in range(1,num_epochs+1):\n",
    "    for X,y in data_iter:\n",
    "        output=net(X)\n",
    "        l=loss(output,y.view(-1,1))\n",
    "        optimizer.zero_grad()\n",
    "        l.backward()\n",
    "        optimizer.step()\n",
    "    print('epoch %d,loss %f'%(epoch,l.item()))"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2, -3.4] Parameter containing:\n",
      "tensor([[ 1.9990, -3.3998]], requires_grad=True)\n",
      "4.2 Parameter containing:\n",
      "tensor([4.2009], requires_grad=True)\n"
     ]
    }
   ],
   "source": [
    "dense=net.linear\n",
    "print(true_w,dense.weight)\n",
    "print(true_b,dense.bias)"
   ],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
